Initial model upload with model card
Browse files- README.md +43 -0
- confusion_matrix.png +0 -0
- labels.json +10 -0
- merges.txt +0 -0
- model.pt +3 -0
- preprocessor_config.json +10 -0
- runs/events.out.tfevents.1767969866.MSI.24952.0 +3 -0
- special_tokens_map.json +51 -0
- tokenizer_config.json +57 -0
- vocab.json +0 -0
README.md
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---
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license: apache-2.0
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datasets:
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- stapesai/ssi-speech-emotion-recognition
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metrics:
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- accuracy
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- precision
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- recall
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- f1
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pipeline_tag: audio-classification
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---
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# Multimodal Emotion Speech Recognition
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## Model Description
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This model performs emotion recognition from speech using a multimodal approach, utilizing:
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- **Audio Model**: Wav2Vec2 Base
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- **Text/Context Model**: RoBERTa Base
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## Dataset
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- **Dataset Name**: [stapesai/ssi-speech-emotion-recognition](https://huggingface.co/datasets/stapesai/ssi-speech-emotion-recognition)
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## Evaluation Results
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### Classification Report
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```
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precision recall f1-score support
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ANG 0.96 0.90 0.93 30
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CAL 0.00 0.00 0.00 0
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DIS 0.86 0.95 0.90 20
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FEA 0.78 0.67 0.72 27
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HAP 0.84 0.79 0.81 33
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NEU 0.89 0.96 0.92 25
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SAD 0.78 0.95 0.86 19
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SUR 0.88 0.78 0.82 9
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accuracy 0.85 163
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macro avg 0.75 0.75 0.75 163
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weighted avg 0.86 0.85 0.85 163
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```
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**Overall Accuracy**: 0.85
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confusion_matrix.png
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labels.json
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{
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"ANG": 0,
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"CAL": 1,
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"DIS": 2,
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"FEA": 3,
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"HAP": 4,
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"NEU": 5,
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"SAD": 6,
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"SUR": 7
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}
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merges.txt
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The diff for this file is too large to render.
See raw diff
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model.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:71cbc4ca6119fb237ad9a6c3c52485b9639fb045a127925e00e7dc82e0829680
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size 879376827
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preprocessor_config.json
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{
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"do_normalize": true,
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"feature_extractor_type": "Wav2Vec2FeatureExtractor",
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"feature_size": 1,
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"padding_side": "right",
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"padding_value": 0.0,
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"processor_class": "Wav2Vec2Processor",
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"return_attention_mask": false,
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"sampling_rate": 16000
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}
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runs/events.out.tfevents.1767969866.MSI.24952.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:91a91cdddf3ccfc112d6a828b6b242063421b25cc2f951d312012916ec2e2fbf
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size 42689
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special_tokens_map.json
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{
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"bos_token": {
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"content": "<s>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"cls_token": {
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"content": "<s>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"eos_token": {
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"content": "</s>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"mask_token": {
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"content": "<mask>",
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"lstrip": true,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": {
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"content": "<pad>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"sep_token": {
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"content": "</s>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"unk_token": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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}
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}
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tokenizer_config.json
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{
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"add_prefix_space": false,
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"added_tokens_decoder": {
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"0": {
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"content": "<s>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"1": {
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"content": "<pad>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"2": {
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"content": "</s>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"3": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"50264": {
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"content": "<mask>",
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"lstrip": true,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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}
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},
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"bos_token": "<s>",
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"clean_up_tokenization_spaces": false,
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"cls_token": "<s>",
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"eos_token": "</s>",
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"errors": "replace",
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"extra_special_tokens": {},
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"mask_token": "<mask>",
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"model_max_length": 512,
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"pad_token": "<pad>",
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"sep_token": "</s>",
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"tokenizer_class": "RobertaTokenizer",
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"unk_token": "<unk>"
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}
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vocab.json
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